Linear Regression

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Building Regression Models with Linear Algebra (Coursera)

In this course, you'll learn how to distinguish between the different types of regression models. You will apply the Method of Least Squares to a dataset by hand and using Python. In addition, you will learn how to employ a linear regression model to identify scenarios. Let's get started!

Machine Learning Basics (Coursera)

In this course, you will: understand the basic concepts of machine learning; understand a typical memory-based method, the K nearest neighbor method; understand linear regression; understand model analysis. Please make sure that you’re comfortable programming in Python and have a basic knowledge of mathematics including matrix multiplications, and conditional [...]

Regression and Classification (Coursera)

Introduction to Statistical Learning will explore concepts in statistical modeling, such as when to use certain models, how to tune those models, and if other options will provide certain trade-offs. We will cover Regression, Classification, Trees, Resampling, Unsupervised techniques, and much [...]

Introduction to Machine Learning: Supervised Learning (Coursera)

In this course, you’ll be learning various supervised ML algorithms and prediction tasks applied to different data. You’ll learn when to use which model and why, and how to improve the model performances. We will cover models such as linear and logistic regression, KNN, Decision trees and ensembling methods [...]

Statistics for Machine Learning for Investment Professionals (Coursera)

Oct 3rd 2022
Statistics for Machine Learning for Investment Professionals (Coursera)
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One of the biggest changes in the past decade is the rapid adoption of machine learning, AI, and big data in investment decision making. This course introduces learners with knowledge of the investment industry to foundational statistical concepts underpinning machine learning as well as advanced AI techniques. This course [...]

Data Analytics Methods for Marketing (Coursera)

Oct 3rd 2022
Data Analytics Methods for Marketing (Coursera)
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This course explores common analytics methods used by marketers. You’ll learn how to define a target audience using segmentation with K-means clustering. You’ll also explore how linear regression can help marketers plan and forecast. You’ll learn to evaluate the effectiveness of advertising using experiments as well [...]

Statistics for Marketing (Coursera)

Oct 3rd 2022
Statistics for Marketing (Coursera)
Course Auditing
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This course takes a deep dive into the statistical foundation upon which Marketing Analytics is built. The first part of this course is all about getting a thorough understanding of a dataset and gaining insight into what the data actually means. The second part of this course [...]

Predicción de Ventas Pronosticando Tendencias (Coursera)

En este curso basado en un proyecto y de 2 horas de duración, aprenderás a realizar pronósticos de tendencia y a entender cómo los pronósticos apoyan la toma de decisiones. Aprenderás a utilizar hojas de cálculo para visualizar y realizar un examen estadístico de datos analizando la pendiente [...]

Fundamentos de estadística aplicada (Coursera)

El curso está orientado a profesionales de diferentes campos, que estén interesados en adquirir conceptos fundamentales de estadística aplicada. El contenido del curso será particularmente útil para profesionales que estén interesados en adelantar estudios de postgrado en ingeniería, administración o economía, entre otras profesiones, y que requieran de una [...]

Data Science with R - Capstone Project (Coursera)

Oct 3rd 2022
Data Science with R - Capstone Project (Coursera)
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In this capstone course, you will apply various data science skills and techniques that you have learned as part of the previous courses in the IBM Data Science with R Specialization or IBM Data Analytics with Excel and R Professional Certificate. For this project, you will assume the role [...]